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In the setting of real vector spaces, we establish a general set-valued Ekeland variational principle (briefly, denoted by EVP), where the objective function is a set-valued map taking values in a real vector space quasi-ordered by a convex…

泛函分析 · 数学 2017-08-18 Jing-Hui Qiu

We present an algorithm for learning the intrinsic value of a batted ball in baseball. This work addresses the fundamental problem of separating the value of a batted ball at contact from factors such as the defense, weather, and ballpark…

应用统计 · 统计学 2016-03-02 Glenn Healey

In this work, the development and implementation of the effective stochastic potential (ESP) method is presented to perform efficient conformational sampling of molecules. The overarching goal of this work is to alleviate the computational…

化学物理 · 物理学 2018-08-01 Jeremy A. Scher , Michael G. Bayne , Amogh Srihari , Shikha Nangia , Arindam Chakraborty

The paper describes a deep network based object detector specialized for ball detection in long shot videos. Due to its fully convolutional design, the method operates on images of any size and produces \emph{ball confidence map} encoding…

计算机视觉与模式识别 · 计算机科学 2019-08-22 Jacek Komorowski , Grzegorz Kurzejamski , Grzegorz Sarwas

Assessing the impact of the individual actions performed by soccer players during games is a crucial aspect of the player recruitment process. Unfortunately, most traditional metrics fall short in addressing this task as they either focus…

应用统计 · 统计学 2019-08-01 Tom Decroos , Lotte Bransen , Jan Van Haaren , Jesse Davis

Expectation Propagation (EP) is a widely used message-passing algorithm that decomposes a global inference problem into multiple local ones. It approximates marginal distributions (beliefs) using intermediate functions (messages). While…

信息论 · 计算机科学 2026-01-30 Zilu Zhao , Fangqing Xiao , Dirk Slock

Accurate prediction of FIFA World Cup match outcomes holds significant value for analysts, coaches, bettors, and fans. This paper presents a machine learning framework specifically designed to forecast match winners in FIFA World Cup. By…

机器学习 · 计算机科学 2026-01-07 Ali Al-Bustami , Zaid Ghazal

In soccer games, the goalkeeper's performance is an important factor to the success of the whole team. Despite the goalkeeper's importance, little attention has been paid to their performance in events and tracking data. Here, we developed…

机器学习 · 计算机科学 2022-11-02 Samer Fatayri , Kirill Serykh , Egor Gumin

This paper aims to reduce randomness in football by analysing the role of lineups in final scores using machine learning prediction models we have developed. Football clubs invest millions of dollars on lineups and knowing how individual…

机器学习 · 计算机科学 2023-01-18 George Peters , Diogo Pacheco

In this paper we present a novel approach to optimise tactical and strategic decision making in football (soccer). We model the game of football as a multi-stage game which is made up from a Bayesian game to model the pre-match decisions…

人工智能 · 计算机科学 2020-03-24 Ryan Beal , Georgios Chalkiadakis , Timothy J. Norman , Sarvapali D. Ramchurn

The paper describes a deep neural network-based detector dedicated for ball and players detection in high resolution, long shot, video recordings of soccer matches. The detector, dubbed FootAndBall, has an efficient fully convolutional…

计算机视觉与模式识别 · 计算机科学 2020-10-28 Jacek Komorowski , Grzegorz Kurzejamski , Grzegorz Sarwas

Soccer analytics rely on two data sources: the player positions on the pitch and the sequences of events they perform. With around 2000 ball events per game, their precise and exhaustive annotation based on a monocular video stream remains…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Jeremie Ochin , Guillaume Devineau , Bogdan Stanciulescu , Sotiris Manitsaris

Accurate uncertainty information associated with essential climate variables (ECVs) is crucial for reliable climate modeling and understanding the spatiotemporal evolution of the Earth system. In recent years, geoscience and climate…

In the context of supervised parametric models, we introduce the concept of e-values. An e-value is a scalar quantity that represents the proximity of the sampling distribution of parameter estimates in a model trained on a subset of…

机器学习 · 统计学 2022-07-19 Subhabrata Majumdar , Snigdhansu Chatterjee

The aim of this paper is to describe a new an integrated methodology for project control under uncertainty. This proposal is based on Earned Value Methodology and risk analysis and presents several refinements to previous methodologies.…

风险管理 · 定量金融 2024-06-06 Fernando Acebes , M Pereda , David Poza , Javier Pajares , Jose M Galan

With rapidly evolving internet technologies and emerging tools, sports related videos generated online are increasing at an unprecedentedly fast pace. To automate sports video editing/highlight generation process, a key task is to precisely…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Xin Zhou , Le Kang , Zhiyu Cheng , Bo He , Jingyu Xin

Object-centric event logs expand the conventional single-case notion event log by considering multiple objects, allowing for the analysis of more complex and realistic process behavior. However, the number of real-world object-centric event…

We propose a novel framework for modeling event-related potentials (ERPs) collected during reading that couples pre-trained convolutional decoders with a language model. Using this framework, we compare the abilities of a variety of…

计算与语言 · 计算机科学 2019-04-03 Shaorong Yan , Aaron Steven White

An important feature of a dynamic game is its monitoring structure namely, what the players effectively see from the played actions. We consider games with arbitrary monitoring structures. One of the purposes of this paper is to know to…

信息论 · 计算机科学 2012-10-24 Maël Le Treust , Samson Lasaulce

We present a practical, reproducible framework for identifying undervalued football players grounded in objective mispricing. Instead of relying on subjective expert labels, we estimate an expected market value from structured data…

机器学习 · 计算机科学 2026-03-19 Chinenye Omejieke , Shuyao Chen , Xia Cui
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